Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "73"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 73 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 51 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 49 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 73, Node N05:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.487626 18.026174 52.022809 53.390171 6.380871 11.078601 3.524969 1.573267 0.0272 0.0272 0.0012 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.750460 20.133962 63.025956 64.916240 15.569656 23.954742 15.964103 12.179502 0.0268 0.0266 0.0012 nan nan
2459864 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.692450 24.817628 25.191727 26.492446 8.151268 13.351934 7.666796 3.244056 0.0267 0.0266 0.0011 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.288919 14.868106 7.966509 8.553035 2.944117 5.061831 3.599709 0.901005 0.0269 0.0268 0.0012 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.155439 15.123460 28.797450 30.453343 12.576776 19.014903 2.904019 0.925755 0.0272 0.0272 0.0012 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.390223 11.164705 8.062492 8.812317 2.512683 3.215218 3.019610 0.664727 0.0266 0.0267 0.0012 nan nan
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.371434 12.350774 24.245507 25.506484 14.569804 21.613045 2.936830 0.693692 0.0267 0.0266 0.0012 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.530120 10.450366 8.738164 9.489984 2.170686 2.771399 1.678141 0.231860 0.0268 0.0269 0.0012 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.267143 11.129677 9.036396 9.722874 2.199134 2.821653 3.176917 0.760941 0.0266 0.0267 0.0005 1.129246 1.127130
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.406743 7.133877 1.261936 1.144035 3.523097 1.855500 9.188950 2.925000 0.0240 0.0239 0.0004 nan nan
2459856 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.929489 17.031987 22.838314 23.928424 6.592675 12.070855 5.656922 3.217993 0.0270 0.0270 0.0005 1.144061 1.141007
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.586180 16.717742 23.806969 24.695582 2.844513 4.249554 1.883896 0.148590 0.0266 0.0269 0.0005 1.138548 1.134553
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.619708 15.030595 18.251178 18.843178 3.962978 4.268928 4.644766 2.592386 0.0267 0.0269 0.0005 1.143574 1.140450
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.304192 14.953970 24.789659 26.169757 6.826879 10.792674 4.896368 1.925465 0.0269 0.0267 0.0004 1.146220 1.141166
2459852 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.497565 15.328130 25.413281 27.269700 15.444994 19.798294 16.865067 16.448382 0.0268 0.0266 0.0004 1.138615 1.136615
2459851 digital_ok 100.00% 100.00% 10.31% 0.00% 100.00% 0.00% 9.586081 9.623261 26.236153 2.978870 21.472529 67.395180 14.625611 1.946302 0.0447 0.6479 0.4669 0.983044 2.958292
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.672926 1.414638 22.703634 -0.132104 10.277233 1.269566 8.277679 0.055245 0.0273 0.0550 0.0239 1.144955 1.170888
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.582027 1.437009 45.919340 -0.473176 7.049837 1.297637 5.646286 0.152892 0.0273 0.0593 0.0254 1.150353 1.180298
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.398446 1.693036 29.385857 -0.946842 14.319395 0.864711 4.105120 -0.631002 0.0271 0.0600 0.0252 1.159145 1.186780
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.402971 1.115625 27.380734 -0.702825 22.114394 -0.563236 1.881498 0.618428 0.0262 0.0549 0.0191 1.168797 1.195299
2459846 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.030311 -1.035895 33.364030 -0.539875 21.448598 0.380253 5.623196 -0.115973 0.0275 0.0612 0.0256 1.188424 1.214198
2459845 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.726110 2.221477 38.997963 -0.257497 10.134117 2.579899 3.091900 2.811094 0.0504 0.7508 0.5906 1.090277 25.381838
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.567953 0.846542 4.957166 -0.218120 3.618700 1.052709 12.533094 1.597940 0.0239 0.0243 0.0005 nan nan
2459843 digital_ok 100.00% 100.00% 0.66% 0.00% 100.00% 0.00% 16.007778 2.248079 18.782401 -1.061603 64.594094 0.184444 0.603028 0.995822 0.0356 0.7485 0.5404 1.233459 3.438533
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 3.610704 3.074700 -1.083308 -1.316501 1.232822 1.675584 1.199968 0.737452 0.0232 0.0239 0.0010 nan nan
2459839 digital_ok 0.00% - - - - - 0.294263 0.219327 -0.723446 -0.654885 -0.534830 -0.851238 1.157775 0.748276 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.593429 1.587315 21.959191 -0.878938 19.574674 0.398915 0.580705 -0.074561 0.0373 0.6886 0.3818 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0315 0.0348 0.0027 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.424388 -0.925550 2.173977 -0.880037 0.591320 2.207272 1.557881 6.285234 0.0330 0.0364 0.0021 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 6.466209 0.137042 2.635838 0.333032 7.186896 11.768199 3.609207 2.358771 0.0256 0.0275 0.0036 nan nan
2459832 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 29.718369 -0.594454 24.653983 0.296471 13.593285 0.590908 1.313026 0.896144 0.0342 0.5270 0.3302 1.192571 2.751203
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.120856 -0.225008 -0.229677 -0.136401 0.739007 2.479249 1.012555 0.703970 0.0257 0.0335 0.0029 nan nan
2459830 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 30.055037 -0.024816 35.214341 0.987785 39.730666 -0.218043 3.499208 0.861380 0.0317 0.5162 0.2804 1.177536 2.819479
2459829 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 26.813804 1.441966 28.680898 0.250282 28.597988 15.644194 4.525425 3.182383 0.0346 0.6423 0.3698 0.000000 0.000000
2459828 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 25.486553 0.308492 30.939032 3.305048 36.565384 2.291144 9.012941 -1.773532 0.0369 0.5479 0.3037 1.124267 3.976304
2459827 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 22.139982 0.336987 34.735896 5.214357 24.525605 1.635140 0.204597 -0.107667 0.0352 0.6611 0.3426 1.209018 4.822102
2459826 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 24.062087 -0.150438 39.048206 3.721807 48.821368 2.471402 5.377118 -0.294839 0.0357 0.5809 0.2859 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 26.482550 -0.406859 31.070433 1.734249 27.549250 0.535219 0.008725 -0.439043 0.0346 0.5775 0.2374 1.322048 4.408842
2459824 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.487537 1.596627 24.703633 2.257002 10.648017 -0.290968 1.400649 -0.094360 0.0344 0.7090 0.2992 1.241069 9.654327
2459823 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 25.179339 0.478329 46.463214 2.124980 34.197772 0.255078 25.600294 0.139449 0.0332 0.6185 0.2762 -0.000000 -0.000000
2459822 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 24.452221 0.281384 42.578167 2.451166 30.794583 0.993050 0.687979 -0.861425 0.0329 0.6070 0.2575 1.205376 3.293573
2459821 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 27.290621 0.228633 43.572254 2.940935 26.205350 0.767154 -1.257721 -0.039447 0.0324 0.6390 0.3141 1.191407 3.171066
2459820 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 21.569247 -0.029863 34.830515 2.918230 66.185640 2.085101 2.788263 0.059962 0.0434 0.6949 0.3643 1.225085 3.808817
2459817 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 24.275565 0.013344 42.317071 1.017455 36.206731 0.859834 1.014506 -0.669551 0.0376 0.6919 0.3676 1.195348 2.724568
2459816 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 18.239146 -0.696655 42.351710 0.158921 46.582541 0.956424 4.923122 1.705398 0.0374 0.6115 0.3620 1.226511 3.269667
2459815 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 21.974665 0.379776 46.318158 -0.409018 47.499492 0.392475 8.381601 2.695237 0.0336 0.6932 0.4024 1.183698 2.968552
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 73: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 53.390171 18.026174 15.487626 53.390171 52.022809 11.078601 6.380871 1.573267 3.524969

Antenna 73: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 64.916240 16.750460 20.133962 63.025956 64.916240 15.569656 23.954742 15.964103 12.179502

Antenna 73: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 26.492446 24.817628 20.692450 26.492446 25.191727 13.351934 8.151268 3.244056 7.666796

Antenna 73: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape 14.868106 12.288919 14.868106 7.966509 8.553035 2.944117 5.061831 3.599709 0.901005

Antenna 73: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 30.453343 12.155439 15.123460 28.797450 30.453343 12.576776 19.014903 2.904019 0.925755

Antenna 73: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape 11.164705 11.164705 9.390223 8.812317 8.062492 3.215218 2.512683 0.664727 3.019610

Antenna 73: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 25.506484 10.371434 12.350774 24.245507 25.506484 14.569804 21.613045 2.936830 0.693692

Antenna 73: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape 10.450366 8.530120 10.450366 8.738164 9.489984 2.170686 2.771399 1.678141 0.231860

Antenna 73: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape 11.129677 11.129677 9.267143 9.722874 9.036396 2.821653 2.199134 0.760941 3.176917

Antenna 73: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 9.188950 7.133877 7.406743 1.144035 1.261936 1.855500 3.523097 2.925000 9.188950

Antenna 73: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 23.928424 13.929489 17.031987 22.838314 23.928424 6.592675 12.070855 5.656922 3.217993

Antenna 73: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 24.695582 16.717742 14.586180 24.695582 23.806969 4.249554 2.844513 0.148590 1.883896

Antenna 73: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 18.843178 15.030595 14.619708 18.843178 18.251178 4.268928 3.962978 2.592386 4.644766

Antenna 73: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 26.169757 14.953970 12.304192 26.169757 24.789659 10.792674 6.826879 1.925465 4.896368

Antenna 73: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 27.269700 12.497565 15.328130 25.413281 27.269700 15.444994 19.798294 16.865067 16.448382

Antenna 73: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Temporal Variability 67.395180 9.586081 9.623261 26.236153 2.978870 21.472529 67.395180 14.625611 1.946302

Antenna 73: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 22.703634 11.672926 1.414638 22.703634 -0.132104 10.277233 1.269566 8.277679 0.055245

Antenna 73: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 45.919340 13.582027 1.437009 45.919340 -0.473176 7.049837 1.297637 5.646286 0.152892

Antenna 73: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 29.385857 1.693036 12.398446 -0.946842 29.385857 0.864711 14.319395 -0.631002 4.105120

Antenna 73: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 27.380734 1.115625 14.402971 -0.702825 27.380734 -0.563236 22.114394 0.618428 1.881498

Antenna 73: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 33.364030 24.030311 -1.035895 33.364030 -0.539875 21.448598 0.380253 5.623196 -0.115973

Antenna 73: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 38.997963 2.221477 15.726110 -0.257497 38.997963 2.579899 10.134117 2.811094 3.091900

Antenna 73: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Shape 15.567953 15.567953 0.846542 4.957166 -0.218120 3.618700 1.052709 12.533094 1.597940

Antenna 73: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 64.594094 2.248079 16.007778 -1.061603 18.782401 0.184444 64.594094 0.995822 0.603028

Antenna 73: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Shape 3.610704 3.610704 3.074700 -1.083308 -1.316501 1.232822 1.675584 1.199968 0.737452

Antenna 73: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 1.157775 0.219327 0.294263 -0.654885 -0.723446 -0.851238 -0.534830 0.748276 1.157775

Antenna 73: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 21.959191 1.587315 15.593429 -0.878938 21.959191 0.398915 19.574674 -0.074561 0.580705

Antenna 73: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Temporal Discontinuties 6.285234 -0.925550 2.424388 -0.880037 2.173977 2.207272 0.591320 6.285234 1.557881

Antenna 73: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Temporal Variability 11.768199 0.137042 6.466209 0.333032 2.635838 11.768199 7.186896 2.358771 3.609207

Antenna 73: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Shape 29.718369 29.718369 -0.594454 24.653983 0.296471 13.593285 0.590908 1.313026 0.896144

Antenna 73: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Temporal Variability 2.479249 0.120856 -0.225008 -0.229677 -0.136401 0.739007 2.479249 1.012555 0.703970

Antenna 73: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 39.730666 30.055037 -0.024816 35.214341 0.987785 39.730666 -0.218043 3.499208 0.861380

Antenna 73: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 28.680898 1.441966 26.813804 0.250282 28.680898 15.644194 28.597988 3.182383 4.525425

Antenna 73: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 36.565384 0.308492 25.486553 3.305048 30.939032 2.291144 36.565384 -1.773532 9.012941

Antenna 73: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 34.735896 22.139982 0.336987 34.735896 5.214357 24.525605 1.635140 0.204597 -0.107667

Antenna 73: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 48.821368 -0.150438 24.062087 3.721807 39.048206 2.471402 48.821368 -0.294839 5.377118

Antenna 73: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 31.070433 -0.406859 26.482550 1.734249 31.070433 0.535219 27.549250 -0.439043 0.008725

Antenna 73: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 24.703633 14.487537 1.596627 24.703633 2.257002 10.648017 -0.290968 1.400649 -0.094360

Antenna 73: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 46.463214 0.478329 25.179339 2.124980 46.463214 0.255078 34.197772 0.139449 25.600294

Antenna 73: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 42.578167 24.452221 0.281384 42.578167 2.451166 30.794583 0.993050 0.687979 -0.861425

Antenna 73: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 43.572254 0.228633 27.290621 2.940935 43.572254 0.767154 26.205350 -0.039447 -1.257721

Antenna 73: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 66.185640 21.569247 -0.029863 34.830515 2.918230 66.185640 2.085101 2.788263 0.059962

Antenna 73: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Power 42.317071 24.275565 0.013344 42.317071 1.017455 36.206731 0.859834 1.014506 -0.669551

Antenna 73: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 46.582541 -0.696655 18.239146 0.158921 42.351710 0.956424 46.582541 1.705398 4.923122

Antenna 73: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 47.499492 0.379776 21.974665 -0.409018 46.318158 0.392475 47.499492 2.695237 8.381601

Antenna 73: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 73: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: